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Pith Number

pith:SJV4XLEY

pith:2015:SJV4XLEYQYGG7WFKTEGG4UMWQD
not attested not anchored not stored refs pending

Convergence rates for pretraining and dropout: Guiding learning parameters using network structure

Sathya Ravi, Vamsi K. Ithapu, Vikas Singh

arxiv:1506.03412 v3 · 2015-06-10 · cs.LG · cs.CV · cs.NE · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SJV4XLEYQYGG7WFKTEGG4UMWQD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-05-18T00:50:12.588168Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

926bcbac98860c6fd8aa990c6e519680d186c346ce428dc74df594048b5e4c55

Aliases

arxiv: 1506.03412 · arxiv_version: 1506.03412v3 · doi: 10.48550/arxiv.1506.03412 · pith_short_12: SJV4XLEYQYGG · pith_short_16: SJV4XLEYQYGG7WFK · pith_short_8: SJV4XLEY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SJV4XLEYQYGG7WFKTEGG4UMWQD \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 926bcbac98860c6fd8aa990c6e519680d186c346ce428dc74df594048b5e4c55
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d25437ca1d242a86c27585040e463e4c427d2d10bcbe3f17d812d5340def6b80",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NE",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-06-10T17:59:57Z",
    "title_canon_sha256": "0a26e4a6688f00fbdf7542158a8a646746fa5db9b9ec486efbba91fe16765347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.03412",
    "kind": "arxiv",
    "version": 3
  }
}